Prediction of treatment failure of tuberculosis using support vector machine with genetic algorithm

Prediction of treatment failure of tuberculosis using support vector machine with genetic algorithm

Background: Tuberculosis (TB) is a disease that mainly affects human lungs. It can be fatal if the treatment is delayed. This study investigates the prediction of treatment failure of TB patients focusing on the features which contributes mostly for drug resistance. Methods: Support vector machine (...

Full description

Bibliographic Details
Main Authors:	Keethansana Kanesamoorthy, Maheshi B Dissanayake
Format:	Article
Language:	English
Published:	Wolters Kluwer Medknow Publications 2021-01-01
Series:	International Journal of Mycobacteriology
Subjects:	classification drug resistance genetic algorithm support vector machine tuberculosis
Online Access:	http://www.ijmyco.org/article.asp?issn=2212-5531;year=2021;volume=10;issue=3;spage=279;epage=284;aulast=Kanesamoorthy

Similar Items

Application of genetic algorithm and support vector machine for probing nanoflare parameters
by: H Safari, et al.
Published: (2012-12-01)

Power system events classification using genetic algorithm based feature weighting technique for support vector machine
by: Oyeniyi Akeem Alimi, et al.
Published: (2021-01-01)

Improved Classification Performance of Support Vector Machine Technique Using the Genetic Algorithm
by: Omar Qasim, et al.
Published: (2018-12-01)

Multimodal Early Alzheimer’s Detection, a Genetic Algorithm Approach with Support Vector Machines
by: Ana G. Sánchez-Reyna, et al.
Published: (2021-07-01)

A Genetic Folding Strategy Based Support Vector Machine to Optimize Lung Cancer Classification
by: Mohammad A. Mezher, et al.
Published: (2022-06-01)

Identifying Travel Mode with GPS Data Using Support Vector Machines and Genetic Algorithm
by: Fang Zong, et al.
Published: (2015-06-01)

Strategy based on genetic algorithms for an optimal adjust of a support vector machine used for locating faults in power distribution systems
by: Jaime Gutiérrez Gallego, et al.
Published: (2013-03-01)

A new hybrid approach based on genetic algorithm and support vector machine methods for hyperparameter optimization in synthetic minority over-sampling technique (SMOTE)
by: Pelin Akın
Published: (2023-02-01)

Evaluation of Regional Water-Saving Level Based on Support Vector Machine Optimized by Genetic Algorithm
by: Wenge Zhang, et al.
Published: (2022-08-01)

Application of the Support Vector Machine based on Genetic Algorithm Optimization on the Acoustic Emission Detection of Gear Fault
by: Yu Yang, et al.
Published: (2018-01-01)

Improving the performance of a condensation water production system through support vector machine modeling and genetic algorithm optimization
by: Shayan Hajinajaf, et al.
Published: (2024-03-01)

Prognosis of multiple sclerosis disease using data mining approaches random forest and support vector machine based on genetic algorithm
by: Amir Hossein Hashemian, et al.
Published: (2019-04-01)

Mapping Mineral Prospectivity Using a Hybrid Genetic Algorithm–Support Vector Machine (GA–SVM) Model
by: Xishihui Du, et al.
Published: (2021-11-01)

Application of Genetic Algorithm Based Support Vector Machine Model in Second Virial Coefficient Prediction of Pure Compounds
by: Mohammad Soleimani Lashkenar, et al.
Published: (2018-10-01)

Heart Rate Variability Classification using Support Vector Machine and Genetic Algorithm
by: M Ashtiyani, et al.
Published: (2018-12-01)

Improving Classification of Cancer and Mining Biomarkers from Gene Expression Profiles Using Hybrid Optimization Algorithms and Fuzzy Support Vector Machine
by: Niloofar Yousefi Moteghaed, et al.
Published: (2018-01-01)

Comparison of support vector machine based on genetic algorithm with logistic regression to diagnose obstructive sleep apnea
by: Zohreh Manoochehri, et al.
Published: (2018-01-01)

Predicting Stock Price Movement Using Support Vector Machine Based on Genetic Algorithm in Tehran Stock Exchange Market
by: Saeeid Fallahpour, et al.
Published: (2013-10-01)

An Improved Sparrow Search Algorithm for Optimizing Support Vector Machines
by: Hong Zhang, et al.
Published: (2023-01-01)

Research on Fuel Cell Fault Diagnosis Based on Genetic Algorithm Optimization of Support Vector Machine
by: Weiwei Huo, et al.
Published: (2022-03-01)

Estimation of hydraulic conductivity of landslides based on support vector machine method optimized with genetic algorithm
by: Peng HU, et al.
Published: (2021-07-01)

Support Vector Machine Optimized by Genetic Algorithm for Data Analysis of Near-Infrared Spectroscopy Sensors
by: Di Wang, et al.
Published: (2018-09-01)

An improved tumor segmentation algorithm from T2 and FLAIR multimodality MRI brain images by support vector machine and genetic algorithm
by: Aswathy Sukumaran, et al.
Published: (2018-01-01)

A Novel Support Vector Machine Model of Traffic State Identification of Urban Expressway Integrating Parallel Genetic and C-Means Clustering Algorithm
by: Liyan Zhang, et al.
Published: (2022-01-01)

Application of genetic algorithm (GA) to select input variables in support vector machine (SVM) for analyzing the occurrence of roach, Rutilus rutilus, in streams
by: Zarkami, R., et al.
Published: (2012-05-01)

Twin Bounded Weighted Relaxed Support Vector Machines
by: Fatemeh Alamdar, et al.
Published: (2019-01-01)

GSVMA: A Genetic Support Vector Machine ANOVA Method for CAD Diagnosis
by: Javad Hassannataj Joloudari, et al.
Published: (2022-02-01)

A Support Vector Machine Hydrometeor Classification Algorithm for Dual-Polarization Radar
by: Nicoletta Roberto, et al.
Published: (2017-07-01)

Development of a Military Uniform Size System Using Hybrid Support Vector Clustering with a Genetic Algorithm
by: Ting-Chen Hu, et al.
Published: (2019-05-01)

Directional Support Vector Machines
by: Diogo Pernes, et al.
Published: (2019-02-01)

An enhanced Genetic Folding algorithm for prostate and breast cancer detection
by: Mohammad A. Mezher, et al.
Published: (2022-06-01)

Laser-Induced Breakdown Spectroscopy for the Discrimination of Explosives Based on the ReliefF Algorithm and Support Vector Machines
by: Yu Zhao, et al.
Published: (2021-05-01)

Compressor Performance Prediction Based on the Interpolation Method and Support Vector Machine
by: Lingfeng Zhong, et al.
Published: (2023-06-01)

Height prediction of water-flowing fracture zone with a genetic-algorithm support-vector-machine method
by: Enke Hou, et al.
Published: (2020-10-01)

Prediction of asphaltene precipitation using support vector regression tuned with genetic algorithms
by: Mohammad Ghorbani, et al.
Published: (2016-09-01)

Prediction of severe accident occurrence time using support vector machines
by: Seung Geun Kim, et al.
Published: (2015-02-01)

Improving Multiclass Text Classification with the Support Vector Machine
by: Rennie, Jason D. M., et al.
Published: (2004)

Cementing Quality Prediction in the Shunbei Block Based on Genetic Algorithm and Support Vector Regression
by: Juntao Wei, et al.
Published: (2023-11-01)

A Modified Support Vector Machine model for Credit Scoring
by: Xiaoyong Liu, et al.
Published: (2010-12-01)

Toward Accelerated Training of Parallel Support Vector Machines Based on Voronoi Diagrams
by: Cesar Alfaro, et al.
Published: (2021-11-01)